Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	226
Missing cells	169
Missing cells (%)	6.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	21.3 KiB
Average record size in memory	96.6 B

Variable types

Categorical	2
Numeric	10

Alerts

`country` has a high cardinality: 226 distinct values	High cardinality
`total_confirmed` is highly overall correlated with `total_deaths` and 5 other fields	High correlation
`total_deaths` is highly overall correlated with `total_confirmed` and 5 other fields	High correlation
`total_recovered` is highly overall correlated with `total_confirmed` and 5 other fields	High correlation
`active_cases` is highly overall correlated with `total_confirmed` and 4 other fields	High correlation
`serious_or_critical` is highly overall correlated with `total_confirmed` and 5 other fields	High correlation
`total_cases_per_1m_population` is highly overall correlated with `total_deaths_per_1m_population` and 1 other fields	High correlation
`total_deaths_per_1m_population` is highly overall correlated with `total_cases_per_1m_population` and 1 other fields	High correlation
`total_tests` is highly overall correlated with `total_confirmed` and 5 other fields	High correlation
`total_tests_per_1m_population` is highly overall correlated with `total_cases_per_1m_population` and 1 other fields	High correlation
`population` is highly overall correlated with `total_confirmed` and 4 other fields	High correlation
`total_deaths` has 8 (3.5%) missing values	Missing
`total_recovered` has 22 (9.7%) missing values	Missing
`active_cases` has 22 (9.7%) missing values	Missing
`serious_or_critical` has 81 (35.8%) missing values	Missing
`total_deaths_per_1m_population` has 8 (3.5%) missing values	Missing
`total_tests` has 14 (6.2%) missing values	Missing
`total_tests_per_1m_population` has 14 (6.2%) missing values	Missing
`country` is uniformly distributed	Uniform
`country` has unique values	Unique
`total_confirmed` has unique values	Unique
`total_cases_per_1m_population` has unique values	Unique
`population` has unique values	Unique
`active_cases` has 6 (2.7%) zeros	Zeros

Reproduction

Analysis started	2023-03-14 19:15:12.027380
Analysis finished	2023-03-14 19:15:39.008464
Duration	26.98 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

country
Categorical

HIGH CARDINALITY UNIFORM UNIQUE

Distinct	226
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

Afghanistan	1
Saint Kitts And Nevis	1
Nepal	1
Netherlands	1
New Caledonia	1
Other values (221)	221

Length

Max length	32
Median length	22
Mean length	9.1725664
Min length	2

Characters and Unicode

Total characters	2073
Distinct characters	52
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	226 ?
Unique (%)	100.0%

Sample

1st row	Afghanistan
2nd row	Albania
3rd row	Algeria
4th row	Andorra
5th row	Angola

Common Values

Value	Count	Frequency (%)
Afghanistan	1	0.4%
Saint Kitts And Nevis	1	0.4%
Nepal	1	0.4%
Netherlands	1	0.4%
New Caledonia	1	0.4%
New Zealand	1	0.4%
Nicaragua	1	0.4%
Niger	1	0.4%
Nigeria	1	0.4%
Niue	1	0.4%
Other values (216)	216	95.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
islands	10	3.2%
and	9	2.9%
saint	7	2.2%
republic	4	1.3%
guinea	4	1.3%
south	3	1.0%
of	3	1.0%
new	3	1.0%
china	3	1.0%
sudan	2	0.6%
Other values (259)	264	84.6%

Most occurring characters

Value	Count	Frequency (%)
a	308	14.9%
n	174	8.4%
i	170	8.2%
e	144	6.9%
r	115	5.5%
o	101	4.9%
	86	4.1%
l	85	4.1%
s	77	3.7%
u	77	3.7%
Other values (42)	736	35.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1672	80.7%
Uppercase Letter	315	15.2%
Space Separator	86	4.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	308	18.4%
n	174	10.4%
i	170	10.2%
e	144	8.6%
r	115	6.9%
o	101	6.0%
l	85	5.1%
s	77	4.6%
u	77	4.6%
t	76	4.5%
Other values (16)	345	20.6%

Uppercase Letter

Value	Count	Frequency (%)
S	40	12.7%
M	29	9.2%
C	27	8.6%
A	27	8.6%
B	22	7.0%
I	20	6.3%
G	18	5.7%
T	15	4.8%
N	15	4.8%
L	13	4.1%
Other values (15)	89	28.3%

Space Separator

Value	Count	Frequency (%)
	86	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1987	95.9%
Common	86	4.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	308	15.5%
n	174	8.8%
i	170	8.6%
e	144	7.2%
r	115	5.8%
o	101	5.1%
l	85	4.3%
s	77	3.9%
u	77	3.9%
t	76	3.8%
Other values (41)	660	33.2%

Common

Value	Count	Frequency (%)
	86	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2073	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	308	14.9%
n	174	8.4%
i	170	8.2%
e	144	6.9%
r	115	5.5%
o	101	4.9%
	86	4.1%
l	85	4.1%
s	77	3.7%
u	77	3.7%
Other values (42)	736	35.5%

continent
Categorical

Distinct	6
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

Africa	58
Asia	49
Europe	48
North America	39
Australia/Oceania	18

Length

Max length	17
Median length	13
Mean length	8.0840708
Min length	4

Characters and Unicode

Total characters	1827
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Asia
2nd row	Europe
3rd row	Africa
4th row	Europe
5th row	Africa

Common Values

Value	Count	Frequency (%)
Africa	58	25.7%
Asia	49	21.7%
Europe	48	21.2%
North America	39	17.3%
Australia/Oceania	18	8.0%
South America	14	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
africa	58	20.8%
america	53	19.0%
asia	49	17.6%
europe	48	17.2%
north	39	14.0%
australia/oceania	18	6.5%
south	14	5.0%

Most occurring characters

Value	Count	Frequency (%)
a	232	12.7%
r	216	11.8%
i	196	10.7%
A	178	9.7%
c	129	7.1%
e	119	6.5%
o	101	5.5%
u	80	4.4%
t	71	3.9%
s	67	3.7%
Other values (12)	438	24.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1459	79.9%
Uppercase Letter	297	16.3%
Space Separator	53	2.9%
Other Punctuation	18	1.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	232	15.9%
r	216	14.8%
i	196	13.4%
c	129	8.8%
e	119	8.2%
o	101	6.9%
u	80	5.5%
t	71	4.9%
s	67	4.6%
f	58	4.0%
Other values (5)	190	13.0%

Uppercase Letter

Value	Count	Frequency (%)
A	178	59.9%
E	48	16.2%
N	39	13.1%
O	18	6.1%
S	14	4.7%

Space Separator

Value	Count	Frequency (%)
	53	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	18	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1756	96.1%
Common	71	3.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	232	13.2%
r	216	12.3%
i	196	11.2%
A	178	10.1%
c	129	7.3%
e	119	6.8%
o	101	5.8%
u	80	4.6%
t	71	4.0%
s	67	3.8%
Other values (10)	367	20.9%

Common

Value	Count	Frequency (%)
	53	74.6%
/	18	25.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	232	12.7%
r	216	11.8%
i	196	10.7%
A	178	9.7%
c	129	7.1%
e	119	6.5%
o	101	5.5%
u	80	4.4%
t	71	3.9%
s	67	3.7%
Other values (12)	438	24.0%

total_confirmed
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	226
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2305651.1

Minimum	2
Maximum	84209473
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	2
5-th percentile	2800.25
Q1	24126
median	179375
Q3	1090902
95-th percentile	10297802
Maximum	84209473
Range	84209471
Interquartile range (IQR)	1066776

Descriptive statistics

Standard deviation	7575510.4
Coefficient of variation (CV)	3.2856274
Kurtosis	65.735878
Mean	2305651.1
Median Absolute Deviation (MAD)	173867.5
Skewness	7.1639065
Sum	5.2107715 × 10⁸
Variance	5.7388357 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
179267	1	0.4%
5605	1	0.4%
978998	1	0.4%
8067116	1	0.4%
61049	1	0.4%
1043683	1	0.4%
18491	1	0.4%
9013	1	0.4%
255859	1	0.4%
9	1	0.4%
Other values (216)	216	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.4%
7	1	0.4%
8	1	0.4%
9	1	0.4%
10	1	0.4%
17	1	0.4%
29	1	0.4%
82	1	0.4%
454	1	0.4%
747	1	0.4%

Value	Count	Frequency (%)
84209473	1	0.4%
43121599	1	0.4%
30682094	1	0.4%
29160802	1	0.4%
25780226	1	0.4%
22159805	1	0.4%
18260293	1	0.4%
17782061	1	0.4%
17057873	1	0.4%
15053168	1	0.4%

total_deaths
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	211
Distinct (%)	96.8%
Missing	8
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%
Mean	28844.417

Minimum	1
Maximum	1026646
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	19.95
Q1	237
median	2251.5
Q3	14006.5
95-th percentile	140031.45
Maximum	1026646
Range	1026645
Interquartile range (IQR)	13769.5

Descriptive statistics

Standard deviation	99712.543
Coefficient of variation (CV)	3.4569096
Kurtosis	56.424185
Mean	28844.417
Median Absolute Deviation (MAD)	2193.5
Skewness	6.8528149
Sum	6288083
Variance	9.9425913 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3	1.3%
21	2	0.9%
28	2	0.9%
6	2	0.9%
1337	2	0.9%
63	2	0.9%
65612	1	0.4%
1459	1	0.4%
923	1	0.4%
225	1	0.4%
Other values (201)	201	88.9%
(Missing)	8	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	1.3%
2	1	0.4%
6	2	0.9%
7	1	0.4%
9	1	0.4%
11	1	0.4%
13	1	0.4%
14	1	0.4%
21	2	0.9%
24	1	0.4%

Value	Count	Frequency (%)
1026646	1	0.4%
664920	1	0.4%
524214	1	0.4%
377670	1	0.4%
324465	1	0.4%
213023	1	0.4%
176708	1	0.4%
165244	1	0.4%
156458	1	0.4%
147257	1	0.4%

total_recovered
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	203
Distinct (%)	99.5%
Missing	22
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	2256851.1

Minimum	1
Maximum	81244260
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	582.15
Q1	16193
median	137274
Q3	1006244.8
95-th percentile	9286183.8
Maximum	81244260
Range	81244259
Interquartile range (IQR)	990051.75

Descriptive statistics

Standard deviation	7613356.5
Coefficient of variation (CV)	3.373442
Kurtosis	62.025037
Mean	2256851.1
Median Absolute Deviation (MAD)	134532.5
Skewness	7.022935
Sum	4.6039763 × 10⁸
Variance	5.7963198 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	2	0.9%
1149054	1	0.4%
592089	1	0.4%
153662	1	0.4%
5	1	0.4%
966904	1	0.4%
7989151	1	0.4%
60339	1	0.4%
989005	1	0.4%
4225	1	0.4%
Other values (193)	193	85.4%
(Missing)	22	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.4%
2	1	0.4%
5	1	0.4%
9	2	0.9%
14	1	0.4%
29	1	0.4%
82	1	0.4%
104	1	0.4%
390	1	0.4%
438	1	0.4%

Value	Count	Frequency (%)
81244260	1	0.4%
42579693	1	0.4%
29718402	1	0.4%
28156674	1	0.4%
23956700	1	0.4%
21677896	1	0.4%
17647179	1	0.4%
15894511	1	0.4%
14951238	1	0.4%
11548089	1	0.4%

active_cases
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	192
Distinct (%)	94.1%
Missing	22
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	68610.294

Minimum	0
Maximum	1938567
Zeros	6
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	239.75
median	1634
Q3	19296.75
95-th percentile	355943.6
Maximum	1938567
Range	1938567
Interquartile range (IQR)	19057

Descriptive statistics

Standard deviation	235043.02
Coefficient of variation (CV)	3.4257691
Kurtosis	34.823357
Mean	68610.294
Median Absolute Deviation (MAD)	1626
Skewness	5.5451999
Sum	13996500
Variance	5.5245223 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	2.7%
15	2	0.9%
12	2	0.9%
47	2	0.9%
52	2	0.9%
6	2	0.9%
7	2	0.9%
3	2	0.9%
14041	1	0.4%
2384	1	0.4%
Other values (182)	182	80.5%
(Missing)	22	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	2.7%
3	2	0.9%
6	2	0.9%
7	2	0.9%
9	1	0.4%
10	1	0.4%
12	2	0.9%
14	1	0.4%
15	2	0.9%
22	1	0.4%

Value	Count	Frequency (%)
1938567	1	0.4%
1685607	1	0.4%
1298525	1	0.4%
998118	1	0.4%
856871	1	0.4%
706841	1	0.4%
552117	1	0.4%
473589	1	0.4%
386179	1	0.4%
376294	1	0.4%

serious_or_critical
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	82
Distinct (%)	56.6%
Missing	81
Missing (%)	35.8%
Infinite	0
Infinite (%)	0.0%
Mean	269.48276

Minimum	1
Maximum	8318
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	17
Q3	139
95-th percentile	1277.8
Maximum	8318
Range	8317
Interquartile range (IQR)	134

Descriptive statistics

Standard deviation	883.17473
Coefficient of variation (CV)	3.2772959
Kurtosis	52.723474
Mean	269.48276
Median Absolute Deviation (MAD)	15
Skewness	6.6232293
Sum	39075
Variance	779997.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	14	6.2%
4	9	4.0%
2	7	3.1%
6	5	2.2%
8	5	2.2%
5	5	2.2%
3	4	1.8%
23	4	1.8%
7	4	1.8%
11	3	1.3%
Other values (72)	85	37.6%
(Missing)	81	35.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	14	6.2%
2	7	3.1%
3	4	1.8%
4	9	4.0%
5	5	2.2%
6	5	2.2%
7	4	1.8%
8	5	2.2%
9	3	1.3%
10	3	1.3%

Value	Count	Frequency (%)
8318	1	0.4%
4798	1	0.4%
2771	1	0.4%
2300	1	0.4%
1941	1	0.4%
1496	1	0.4%
1329	1	0.4%
1279	1	0.4%
1273	1	0.4%
1124	1	0.4%

total_cases_per_1m_population
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	226
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	148156.81

Minimum	16
Maximum	704302
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	16
5-th percentile	922
Q1	11748.25
median	98271.5
Q3	255632.75
95-th percentile	451285.25
Maximum	704302
Range	704286
Interquartile range (IQR)	243884.5

Descriptive statistics

Standard deviation	155202.91
Coefficient of variation (CV)	1.0475584
Kurtosis	0.12793401
Mean	148156.81
Median Absolute Deviation (MAD)	93702.5
Skewness	1.0137109
Sum	33483439
Variance	2.4087943 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4420	1	0.4%
103989	1	0.4%
32511	1	0.4%
468869	1	0.4%
210072	1	0.4%
208649	1	0.4%
2731	1	0.4%
349	1	0.4%
1186	1	0.4%
5464	1	0.4%
Other values (216)	216	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	0.4%
60	1	0.4%
123	1	0.4%
154	1	0.4%
284	1	0.4%
327	1	0.4%
349	1	0.4%
381	1	0.4%
428	1	0.4%
562	1	0.4%

Value	Count	Frequency (%)
704302	1	0.4%
543983	1	0.4%
540134	1	0.4%
538400	1	0.4%
510561	1	0.4%
494716	1	0.4%
490254	1	0.4%
477095	1	0.4%
468869	1	0.4%
464210	1	0.4%

total_deaths_per_1m_population
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	205
Distinct (%)	94.0%
Missing	8
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%
Mean	1157.5505

Minimum	2
Maximum	6297
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	2
5-th percentile	15
Q1	172.5
median	768
Q3	1850
95-th percentile	3443.65
Maximum	6297
Range	6295
Interquartile range (IQR)	1677.5

Descriptive statistics

Standard deviation	1212.8336
Coefficient of variation (CV)	1.0477587
Kurtosis	1.820624
Mean	1157.5505
Median Absolute Deviation (MAD)	695
Skewness	1.3567937
Sum	252346
Variance	1470965.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	3	1.3%
174	2	0.9%
48	2	0.9%
45	2	0.9%
13	2	0.9%
67	2	0.9%
32	2	0.9%
131	2	0.9%
69	2	0.9%
101	2	0.9%
Other values (195)	197	87.2%
(Missing)	8	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.4%
3	1	0.4%
4	1	0.4%
11	1	0.4%
12	3	1.3%
13	2	0.9%
14	1	0.4%
15	2	0.9%
17	1	0.4%
23	1	0.4%

Value	Count	Frequency (%)
6297	1	0.4%
5407	1	0.4%
4866	1	0.4%
4820	1	0.4%
4459	1	0.4%
4328	1	0.4%
4229	1	0.4%
3925	1	0.4%
3745	1	0.4%
3667	1	0.4%

total_tests
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	212
Distinct (%)	100.0%
Missing	14
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	29874446

Minimum	5117
Maximum	1.0168825 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	5117
5-th percentile	29635.5
Q1	347296.75
median	2238917.5
Q3	12338624
95-th percentile	1.4163665 × 10⁸
Maximum	1.0168825 × 10⁹
Range	1.0168774 × 10⁹
Interquartile range (IQR)	11991327

Descriptive statistics

Standard deviation	1.0796349 × 10⁸
Coefficient of variation (CV)	3.6139077
Kurtosis	50.544189
Mean	29874446
Median Absolute Deviation (MAD)	2130908
Skewness	6.6474523
Sum	6.3333826 × 10⁹
Variance	1.1656115 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
951337	1	0.4%
6019923	1	0.4%
1018783	1	0.4%
5669140	1	0.4%
21107399	1	0.4%
98964	1	0.4%
7127584	1	0.4%
253043	1	0.4%
5114703	1	0.4%
11002430	1	0.4%
Other values (202)	202	89.4%
(Missing)	14	6.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5117	1	0.4%
5375	1	0.4%
8632	1	0.4%
11238	1	0.4%
17469	1	0.4%
18901	1	0.4%
20508	1	0.4%
23687	1	0.4%
23693	1	0.4%
24976	1	0.4%

Value	Count	Frequency (%)
1016882505	1	0.4%
843836914	1	0.4%
519264096	1	0.4%
471036328	1	0.4%
273400000	1	0.4%
271490188	1	0.4%
217853667	1	0.4%
185034905	1	0.4%
160622710	1	0.4%
160000000	1	0.4%

total_tests_per_1m_population
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	212
Distinct (%)	100.0%
Missing	14
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	1944649.8

Minimum	5093
Maximum	21842472
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	5093
5-th percentile	11876.85
Q1	166726
median	775335.5
Q3	2267408.2
95-th percentile	7651238.9
Maximum	21842472
Range	21837379
Interquartile range (IQR)	2100682.2

Descriptive statistics

Standard deviation	3318400
Coefficient of variation (CV)	1.7064255
Kurtosis	14.337667
Mean	1944649.8
Median Absolute Deviation (MAD)	714590.5
Skewness	3.4968352
Sum	4.1226576 × 10⁸
Variance	1.1011779 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23455	1	0.4%
1355456	1	0.4%
387873	1	0.4%
188264	1	0.4%
1226784	1	0.4%
340539	1	0.4%
1424918	1	0.4%
9794	1	0.4%
23717	1	0.4%
2000372	1	0.4%
Other values (202)	202	89.4%
(Missing)	14	6.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5093	1	0.4%
6513	1	0.4%
7124	1	0.4%
7996	1	0.4%
8073	1	0.4%
8543	1	0.4%
8948	1	0.4%
9794	1	0.4%
11058	1	0.4%
11333	1	0.4%

Value	Count	Frequency (%)
21842472	1	0.4%
20328801	1	0.4%
15867278	1	0.4%
15810116	1	0.4%
15732628	1	0.4%
14454002	1	0.4%
12731886	1	0.4%
10067352	1	0.4%
7917648	1	0.4%
7865209	1	0.4%

population
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	226
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34955214

Minimum	805
Maximum	1.4393238 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	805
5-th percentile	20360.5
Q1	560512.5
median	5800569.5
Q3	21872838
95-th percentile	1.1827315 × 10⁸
Maximum	1.4393238 × 10⁹
Range	1.439323 × 10⁹
Interquartile range (IQR)	21312325

Descriptive statistics

Standard deviation	1.3903384 × 10⁸
Coefficient of variation (CV)	3.9774851
Kurtosis	87.745036
Mean	34955214
Median Absolute Deviation (MAD)	5697024
Skewness	9.0200789
Sum	7.8998783 × 10⁹
Variance	1.933041 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40560636	1	0.4%
53900	1	0.4%
30112649	1	0.4%
17205480	1	0.4%
290610	1	0.4%
5002100	1	0.4%
6771338	1	0.4%
25837472	1	0.4%
215651424	1	0.4%
1647	1	0.4%
Other values (216)	216	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
805	1	0.4%
1647	1	0.4%
3669	1	0.4%
4998	1	0.4%
5741	1	0.4%
6111	1	0.4%
9933	1	0.4%
10873	1	0.4%
10951	1	0.4%
15252	1	0.4%

Value	Count	Frequency (%)
1439323776	1	0.4%
1405273033	1	0.4%
334617623	1	0.4%
278910317	1	0.4%
228878790	1	0.4%
215651424	1	0.4%
215373503	1	0.4%
167745162	1	0.4%
146050996	1	0.4%
131455607	1	0.4%

Auto

Heatmap
Table

	total_confirmed	total_deaths	total_recovered	active_cases	serious_or_critical	total_cases_per_1m_population	total_deaths_per_1m_population	total_tests	total_tests_per_1m_population	population	continent
total_confirmed	1.000	0.930	0.978	0.684	0.761	0.328	0.448	0.950	0.210	0.692	0.075
total_deaths	0.930	1.000	0.927	0.579	0.801	0.075	0.439	0.868	-0.008	0.759	0.173
total_recovered	0.978	0.927	1.000	0.589	0.736	0.309	0.421	0.931	0.198	0.707	0.110
active_cases	0.684	0.579	0.589	1.000	0.572	0.390	0.376	0.600	0.284	0.430	0.000
serious_or_critical	0.761	0.801	0.736	0.572	1.000	-0.007	0.251	0.711	-0.054	0.690	0.092
total_cases_per_1m_population	0.328	0.075	0.309	0.390	-0.007	1.000	0.732	0.210	0.889	-0.354	0.316
total_deaths_per_1m_population	0.448	0.439	0.421	0.376	0.251	0.732	1.000	0.333	0.601	-0.180	0.344
total_tests	0.950	0.868	0.931	0.600	0.711	0.210	0.333	1.000	0.276	0.678	0.060
total_tests_per_1m_population	0.210	-0.008	0.198	0.284	-0.054	0.889	0.601	0.276	1.000	-0.437	0.184
population	0.692	0.759	0.707	0.430	0.690	-0.354	-0.180	0.678	-0.437	1.000	0.059
continent	0.075	0.173	0.110	0.000	0.092	0.316	0.344	0.060	0.184	0.059	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	country	continent	total_confirmed	total_deaths	total_recovered	active_cases	serious_or_critical	total_cases_per_1m_population	total_deaths_per_1m_population	total_tests	total_tests_per_1m_population	population
0	Afghanistan	Asia	179267	7690.0	162202.0	9375.0	1124.0	4420	190.0	951337.0	23455.0	40560636
1	Albania	Europe	275574	3497.0	271826.0	251.0	2.0	95954	1218.0	1817530.0	632857.0	2871945
2	Algeria	Africa	265816	6875.0	178371.0	80570.0	6.0	5865	152.0	230861.0	5093.0	45325517
3	Andorra	Europe	42156	153.0	41021.0	982.0	14.0	543983	1974.0	249838.0	3223924.0	77495
4	Angola	Africa	99194	1900.0	97149.0	145.0	NaN	2853	55.0	1499795.0	43136.0	34769277
5	Anguilla	North America	2984	9.0	2916.0	59.0	4.0	195646	590.0	51382.0	3368870.0	15252
6	Antigua And Barbuda	North America	7721	137.0	7511.0	73.0	1.0	77646	1378.0	18901.0	190076.0	99439
7	Argentina	South America	9101319	128729.0	8895999.0	76591.0	372.0	197992	2800.0	35716069.0	776974.0	45968174
8	Armenia	Asia	422896	8623.0	412048.0	2225.0	NaN	142219	2900.0	3068217.0	1031834.0	2973558
9	Aruba	North America	35693	213.0	35199.0	281.0	NaN	331689	1979.0	177885.0	1653053.0	107610

	country	continent	total_confirmed	total_deaths	total_recovered	active_cases	serious_or_critical	total_cases_per_1m_population	total_deaths_per_1m_population	total_tests	total_tests_per_1m_population	population
216	USA	North America	84209473	1026646.0	81244260.0	1938567.0	1941.0	251659	3068.0	1.016883e+09	3038939.0	334617623
217	Uzbekistan	Asia	238802	1637.0	236974.0	191.0	23.0	6947	48.0	1.377915e+06	40088.0	34372515
218	Vanuatu	Australia/Oceania	8457	14.0	7974.0	469.0	NaN	26386	44.0	2.497600e+04	77926.0	320508
219	Venezuela	South America	522921	5711.0	516170.0	1040.0	230.0	18487	202.0	3.359014e+06	118752.0	28285909
220	Viet Nam	Asia	10696630	43065.0	9355040.0	1298525.0	340.0	108080	435.0	8.581148e+07	867048.0	98969721
221	Wallis And Futuna Islands	Australia/Oceania	454	7.0	438.0	9.0	NaN	41755	644.0	2.050800e+04	1886140.0	10873
222	Western Sahara	Africa	10	1.0	9.0	0.0	NaN	16	2.0	NaN	NaN	624681
223	Yemen	Asia	11819	2149.0	9009.0	661.0	23.0	381	69.0	2.652530e+05	8543.0	31049015
224	Zambia	Africa	320591	3983.0	315997.0	611.0	NaN	16575	206.0	3.452554e+06	178497.0	19342381
225	Zimbabwe	Africa	249206	5482.0	242417.0	1307.0	12.0	16324	359.0	2.287793e+06	149863.0	15265849

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample